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Automatic precursor recognition and real-time forecasting of sudden explosive volcanic eruptions at Whakaari, New Zealand 期刊论文
NATURE COMMUNICATIONS, 2020, 11 (1)
作者:  Dempsey, D. E.;  Cronin, S. J.;  Mei, S.;  Kempa-Liehr, A. W.
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/21
Characterizing soundscapes across diverse ecosystems using a universal acoustic feature set 期刊论文
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (29) : 17049-17055
作者:  Sethi, Sarab S.;  Jones, Nick S.;  Fulcher, Ben D.;  Picinali, Lorenzo;  Clink, Dena Jane;  Klinck, Holger;  Orme, C. David L.;  Wrege, Peter H.;  Ewers, Robert M.
收藏  |  浏览/下载:23/0  |  提交时间:2020/07/09
machine learning  acoustic  soundscape  monitoring  ecology  
Stable machine-learning parameterization of subgrid processes for climate modeling at a range of resolutions 期刊论文
NATURE COMMUNICATIONS, 2020, 11 (1)
作者:  Yuval, Janni;  39;Gorman, Paul A.
收藏  |  浏览/下载:4/0  |  提交时间:2020/07/06
Estimation of global coastal sea level extremes using neural networks 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (7)
作者:  Bruneau, Nicolas;  Polton, Jeff;  Williams, Joanne;  Holt, Jason
收藏  |  浏览/下载:8/0  |  提交时间:2020/08/18
sea water anomaly  extremes  storm surges  GESLA database  machine learning  
Machine learning based estimation of land productivity in the contiguous US using biophysical predictors 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (7)
作者:  Yang, Pan;  Zhao, Qiankun;  Cai, Ximing
收藏  |  浏览/下载:11/0  |  提交时间:2020/08/18
land productivity  marginal land  land use  machine learning  
Comparative assessment of environmental variables and machine learning algorithms for maize yield prediction in the US Midwest 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Kang, Yanghui;  Ozdogan, Mutlu;  Zhu, Xiaojin;  Ye, Zhiwei;  Hain, Christopher;  Anderson, Martha
收藏  |  浏览/下载:15/0  |  提交时间:2020/07/02
crop yields  climate impact  machine learning  deep learning  data-driven  
Nation-wide estimation of groundwater redox conditions and nitrate concentrations through machine learning 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2020, 15 (6)
作者:  Knoll, Lukas;  Breuer, Lutz;  Bach, Martin
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/02
groundwater quality  nitrate pollution  redox conditions  random forest  uncertainty  large-scale  
A Machine Learning-Based Global Atmospheric Forecast Model 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (9)
作者:  Szunyogh, Istvan;  Arcomano, Troy;  Pathak, Jaideep;  Wikner, Alexander;  Hunt, Brian;  Ott, Edward
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
Snow Moving to Higher Elevations: Analyzing Three Decades of Snowline Dynamics in the Alps 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (12)
作者:  Hu, Zhongyang;  Dietz, Andreas;  Zhao, Alcide;  Uereyen, Soner;  Zhang, He;  Wang, Michael;  Mederer, Peter;  Kuenzer, Claudia
收藏  |  浏览/下载:8/0  |  提交时间:2020/05/20
Detecting Slow Slip Events From Seafloor Pressure Data Using Machine Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (11)
作者:  He, Bing;  Wei, Meng;  Watts, D. Randolph;  Shen, Yang
收藏  |  浏览/下载:9/0  |  提交时间:2020/05/13
slow slip events  seafloor geodesy  machine learning  seafloor pressure data  New Zealand